{"id":"W4386481647","doi":"10.1016/s0378-4274(23)00847-0","title":"P22-14: Towards developing a harmonized experimental protocol of embryonic zebrafish light/dark transition behavior test for Organisation for Economic Co-operation and Development (OECD) Developmental Neurotoxicity (DNT) In-Vitro Testing Battery","year":2023,"lang":"en","type":"article","venue":"Toxicology Letters","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada; National Research Council Canada","funders":"","keywords":"Zebrafish; Neurotoxicity; Battery (electricity); Protocol (science); In vitro; Cell biology; Neuroscience; Chemistry; Biology; Medicine; Physics; Biochemistry; Toxicity; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007395018,0.002035155,0.001356924,0.00312174,0.001966574,0.001353741,0.003911987,0.002436019,0.007781022],"category_scores_gemma":[0.004531565,0.001248096,0.002111304,0.0009516969,0.001911033,0.001268232,0.002483572,0.002810407,0.005148896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001718622,"about_ca_system_score_gemma":0.006239801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00604639,"about_ca_topic_score_gemma":0.01816348,"domain_scores_codex":[0.9929368,0.001412539,0.001097892,0.001000878,0.003116623,0.0004353333],"domain_scores_gemma":[0.9964619,0.0003676703,0.0003890683,0.0008693876,0.001634688,0.0002774194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003833998,0.0003696411,0.00119667,0.0003186433,0.00005840941,0.0001999186,0.0001753395,0.0006282784,0.9693127,0.00199171,0.004182108,0.02118326],"study_design_scores_gemma":[0.0001770597,0.003009153,0.01210014,0.0002658818,0.0003277631,0.001114047,0.000149562,0.002470874,0.9076992,0.001205221,0.07132834,0.000152907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.1075414,0.001854454,0.8224768,0.0009238534,0.00088376,0.02160214,0.01234038,0.007738045,0.02463911],"genre_scores_gemma":[0.06799272,0.002410542,0.8294451,0.001517252,0.0000914625,0.03620435,0.02837752,0.001961038,0.03199994],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.007781022,"threshold_uncertainty_score":0.03910905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0763248618181617,"score_gpt":0.3555195778298256,"score_spread":0.2791947160116639,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}